30 results on '"Mukund Balasubramanian"'
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2. Locating the functional and anatomical boundaries of human primary visual cortex.
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Oliver Hinds, Jonathan R. Polimeni, Niranjini Rajendran, Mukund Balasubramanian, Katrin Amunts, Karl Zilles, Eric L. Schwartz, Bruce Fischl, and Christina Triantafyllou
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- 2009
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3. Exact Geodesics and Shortest Paths on Polyhedral Surfaces.
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Mukund Balasubramanian, Jonathan R. Polimeni, and Eric L. Schwartz
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- 2009
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4. Probing in vivo cortical myeloarchitecture in humans via line‐scan diffusion acquisitions at 7 T with 250‐500 micron radial resolution
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Jonathan R. Polimeni, Robert V. Mulkern, Stephan E. Maier, Jeffrey J. Neil, and Mukund Balasubramanian
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Cerebral Cortex ,Materials science ,Resolution (electron density) ,Laminar flow ,Human brain ,Article ,030218 nuclear medicine & medical imaging ,Diffusion ,03 medical and health sciences ,Diffusion Magnetic Resonance Imaging ,0302 clinical medicine ,medicine.anatomical_structure ,Nuclear magnetic resonance ,Cerebral cortex ,Fractional anisotropy ,Image Processing, Computer-Assisted ,medicine ,Anisotropy ,Humans ,Radiology, Nuclear Medicine and imaging ,Primary motor cortex ,Diffusion (business) ,030217 neurology & neurosurgery - Abstract
PURPOSE: The goal of this study was to measure diffusion signals within cerebral cortex using the line-scan technique to achieve extremely high resolution in the radial direction (i.e., perpendicular to the cortical surface) and to demonstrate the utility of these measurements for investigating laminar architecture in the living human brain. METHODS: Line-scan diffusion data with 250–500 micron radial resolution were acquired at 7T on eight healthy volunteers, with each line prescribed perpendicularly to primary somatosensory cortex (S1) and primary motor cortex (M1). Apparent diffusion coefficients (ADCs), fractional anisotropy (FA) values and radiality indices were measured as a function of cortical depth. RESULTS: In the deep layers of S1, we found evidence for high anisotropy and predominantly tangential diffusion, with low anisotropy observed in superficial S1. In M1, moderate anisotropy and predominantly radial diffusion was seen at almost all cortical depths. These patterns were consistent across subjects and were conspicuous without averaging data across different locations on the cortical sheet. CONCLUSION: Our results are in accord with the myeloarchitecture of S1 and M1, known from prior histology studies: in S1, dense bands of tangential myelinated fibers run through the deep layers but not the superficial ones, and in M1, radial myelinated fibers are prominent at most cortical depths. This work therefore provides support for the idea that high-resolution diffusion signals, measured with the line-scan technique and receiving a boost in signal-to-noise ratio at 7T, may serve as a sensitive probe of in vivo laminar architecture.
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- 2020
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5. In vivo irreversible and reversible transverse relaxation rates in human cerebral cortex via line scans at 7 T with 250 micron resolution perpendicular to the cortical surface
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Mukund Balasubramanian, Robert V. Mulkern, and Jonathan R. Polimeni
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Cerebral Cortex ,Biomedical Engineering ,Biophysics ,Brain ,Humans ,Radiology, Nuclear Medicine and imaging ,Gray Matter ,Magnetic Resonance Imaging ,Myelin Sheath ,Article - Abstract
Understanding how and why MR signals and their associated relaxation rates vary with cortical depth could ultimately enable the noninvasive investigation of the laminar architecture of cerebral cortex in the living human brain. However, cortical gray matter is typically only a few millimeters thick, making it challenging to sample many cortical depths with the voxel sizes commonly used in MRI studies. Line-scan techniques provide a way to overcome this challenge and here we implemented a novel line-scan GESSE pulse sequence that allowed us to measure irreversible and reversible transverse relaxation rates—R(2) and R(2)’, respectively—with extremely high resolution (250 μm) in the radial direction, perpendicular to the cortical surface. Eight healthy human subjects were scanned at 7T using this sequence, with primary visual cortex (V1) targeted in three subjects and primary motor (M1) and somatosensory cortex (S1) targeted in the other five. In all three cortical areas, a peak in R(2) values near the central depths was seen consistently across subjects—an observation that has not been made before, to our knowledge. On the other hand, no consistent pattern was apparent for R(2)’ values as a function of cortical depth. The intracortical R(2) peak reported here is unlikely to be explained by myelin content or by deoxyhemoglobin in the microvasculature; however, this peak is in accord with the laminar distribution of non-heme iron in these cortical areas, known from prior histology studies. Obtaining information about tissue microstructure via measurements of transverse relaxation (and other quantitative MR contrast mechanisms) at the extremely high radial resolutions achievable through the use of line-scan techniques could therefore bring us closer to being able to perform “in vivo histology” of the cerebral cortex.
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- 2021
6. The V1-V2-V3 complex: quasiconformal dipole maps in primate striate and extra-striate cortex.
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Mukund Balasubramanian, Jonathan R. Polimeni, and Eric L. Schwartz
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- 2002
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7. Measuring transverse relaxation rates of the major brain metabolites from single-voxel PRESS acquisitions at a single TE
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Mukund Balasubramanian, Robert V. Mulkern, and Reyhaneh Nosrati
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Physics ,Aspartic Acid ,Magnetic Resonance Spectroscopy ,Correlation coefficient ,Single voxel ,Brain ,Creatine ,030218 nuclear medicine & medical imaging ,Choline ,Scan time ,03 medical and health sciences ,chemistry.chemical_compound ,0302 clinical medicine ,Nuclear magnetic resonance ,chemistry ,Transverse relaxation ,Baseline subtraction ,Humans ,Radiology, Nuclear Medicine and imaging ,N-acetylaspartate ,030217 neurology & neurosurgery - Abstract
Purpose To compare transverse relaxation rates of brain metabolites estimated from single-TE PRESS acquisitions with more conventionally derived rates estimated from multiple-TE PRESS acquisitions. Methods Single-voxel (8 mL) PRESS data within white matter from 6 subjects were acquired at five different TEs. Transverse relaxation rates R2 of N-acetylaspartate, creatine, and choline were estimated from a single TE using full versus right-side-only sampling of the echo. These R2 values were compared with R2Hahn values obtained from the multiple-TE PRESS acquisitions. Results Following baseline subtraction and RMS weighting, interindividual mean R2 values from TE = 288 ms magnitude spectra for choline, creatine, and N-acetylaspartate were highly correlated with respective R2Hahn values (r2 = 0.99). Paired individual measurements at this TE showed less correlation (r2 = 0.48), primarily due to the N-acetylaspartate resonance. Using TE = 360 ms data for N-acetylaspartate and 288 ms for choline and creatine resulted in an improved correlation coefficient (r2 = 0.80). The average absolute intra-individual differences in the estimated R2 s between single-TE and Hahn method was 9.6 ± 7.7%. Conclusion For the major brain metabolite singlets, R2Hahn values showed correlations with more fragile measurements of R2 from a single TE that are worthy of interest. Because the left side of long-TE spin echoes is available "for free" from an acquisition perspective, and although the single-TE method for estimating R2 values is associated with lower precision, the reduction in scan time may be clinically helpful.
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- 2020
8. Spectrally‐selective measurements of reversible and irreversible transverse relaxation rates from single spin‐echo PRESS acquisitions in muscle
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Robert V. Mulkern, Mukund Balasubramanian, and Reyhaneh Nosrati
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Male ,Time Factors ,Materials science ,Gadolinium ,chemistry.chemical_element ,Spectral line ,Imaging phantom ,Choline ,030218 nuclear medicine & medical imaging ,Scan time ,03 medical and health sciences ,0302 clinical medicine ,Nuclear magnetic resonance ,Humans ,Radiology, Nuclear Medicine and imaging ,Spectroscopy ,Phantoms, Imaging ,Muscles ,Healthy subjects ,Water ,Middle Aged ,Creatine ,Lipids ,Magnetic Resonance Imaging ,chemistry ,Transverse relaxation ,Spin echo ,Molecular Medicine ,Female ,Spin Labels ,030217 neurology & neurosurgery - Abstract
The goal of this study was to test a new formalism for extracting reversible and irreversible transverse relaxation rates from resonances within typical proton muscle spectra using only a single spin echo as acquired with routine single-voxel, point-resolved echo spectroscopy (PRESS) acquisitions. Single-voxel, non-water-suppressed PRESS acquisitions within the calf muscles of four healthy subjects were performed at 1.5 T using six echo times ranging from 30 to 576 ms. Novel transverse relaxation analyses of water, choline, creatine, and lipid resonances were performed based upon the disparate relaxation sensitivities of the left versus the right sides of spectroscopically sampled spin echoes. Irreversible and reversible transverse relaxation rates R2 and R2 ' were extracted for water, metabolites, and lipids using echo times of 288 ms and longer. The R2 values so obtained were compared with more conventional "gold standard" Hahn values, R2Hahn , evaluated from the echo-time dependence of spectral peak areas generated from right-side sampling alone. Water resonances displayed biexponential Hahn signal decays, consistent with observations of decreasing R2 values with increasing echo time via the new approach. Choline and creatine resonances displayed monoexponential echo-time decays, with R2Hahn values in reasonable agreement with R2 values obtained from the single-echo analyses at the longer echo times. Lipid methylene and methyl R2 values extracted from the new approach were also in reasonable accord with R2Hahn values. Further validation of the technique was provided through PRESS acquisitions on a water phantom to which various levels of gadolinium were added in order to manipulate transverse relaxation rates, yielding excellent agreement between water-resonance R2Hahn and single-echo R2 values. In summary, this work demonstrates the feasibility of measuring reversible and irreversible transverse relaxation rates for individual spectral peaks from single-echo PRESS acquisitions, enabling a reduction in overall scan time relative to the use of multiple acquisitions with varying echo time.
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- 2020
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9. Spectroscopic sampling of the left side of long-TE spin echoes: a free lunch?
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Robert V. Mulkern and Mukund Balasubramanian
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Male ,Magnetic Resonance Spectroscopy ,Normal Distribution ,Biophysics ,Signal-To-Noise Ratio ,Spectral line ,Choline ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,symbols.namesake ,Laser linewidth ,0302 clinical medicine ,Nuclear magnetic resonance ,Bone Marrow ,Image Processing, Computer-Assisted ,Humans ,Knee ,Radiology, Nuclear Medicine and imaging ,Spectral resolution ,Spectroscopy ,Spin-½ ,Physics ,Aspartic Acid ,Models, Statistical ,Fourier Analysis ,Radiological and Ultrasound Technology ,Muscles ,Middle Aged ,Creatine ,Fourier transform ,Amplitude ,Adipose Tissue ,Spectrophotometry ,Fourier analysis ,symbols ,Protons ,030217 neurology & neurosurgery - Abstract
Use of spectroscopically-acquired spin echoes typically involves Fourier transformation of the right side of the echo while largely neglecting the left side. For sufficiently long echo times, the left side may have enough spectral resolution to offer some utility. Since the acquisition of this side is “free”, we deemed it worthy of attention and investigated the spectral properties and information content of this data. Theoretical expressions for left- and right-side spectra were derived assuming Lorentzian frequency distributions. For left-side spectra, three regimes were identified based upon the relative magnitudes of reversible and irreversible transverse relaxation rates, R 2′ and R 2, respectively. Point-resolved spectroscopy (PRESS) data from muscle, fat deposit and bone marrow were acquired at 1.5 T to test aspects of the theoretical expressions. For muscle water or methylene marrow resonances, left-side signals were substantially or moderately larger than right-side signals but were similar in magnitude for muscle choline and creatine resonances. Left- versus right-side spectral-peak amplitude ratios depend sensitively on the relative values of R 2 and R 2′ , which can be estimated given this ratio and a right-side linewidth measurement. Left-side spectra can be used to augment signal-to-noise and to estimate spectral R 2 and R 2′ values under some circumstances.
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- 2017
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10. RF Heating of Gold Cup and Conductive Plastic Electrodes during Simultaneous EEG and MRI
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Patrick Britz, John R. Ives, William M. Wells, Mukund Balasubramanian, Darren B. Orbach, and Robert V. Mulkern
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Male ,Hot Temperature ,Materials science ,Radio Waves ,Context (language use) ,EEG-fMRI ,Article ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,0302 clinical medicine ,Optics ,Materials Testing ,Dielectric heating ,Humans ,Electrodes ,Phantoms, Imaging ,business.industry ,Electroencephalography ,Antenna effect ,Middle Aged ,Magnetic Resonance Imaging ,Electromagnetic induction ,Medical Laboratory Technology ,Wavelength ,Electrode ,sense organs ,Neurology (clinical) ,Antenna (radio) ,business ,Head ,030217 neurology & neurosurgery - Abstract
To investigate the heating of EEG electrodes during magnetic resonance imaging (MRI) scans and to better understand the underlying physical mechanisms with a focus on the antenna effect.Gold cup and conductive plastic electrodes were placed on small watermelons with fiberoptic probes used to measure electrode temperature changes during a variety of 1.5T and 3T MRI scans. A subset of these experiments was repeated on a healthy human volunteer.The differences between gold and plastic electrodes did not appear to be practically significant. For both electrode types, we observed heating below 4°C for straight wires whose lengths were multiples of ½ the radiofrequency (RF) wavelength and stronger heating (over 15°C) for wire lengths that were odd multiples of ¼ RF wavelength, consistent with the antenna effect.The antenna effect, which has received little attention so far in the context of EEG-MRI safety, can play as significant a role as the loop effect (from electromagnetic induction) in the heating of EEG electrodes, and therefore wire lengths that are odd multiples of ¼ RF wavelength should be avoided. These results have important implications for the design of EEG electrodes and MRI studies as they help to minimize the risk to patients undergoing MRI with EEG electrodes in place.
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- 2017
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11. Characterization of gradient echo signal decays in healthy and cancerous prostate at 3T improves with a Gaussian augmentation of the mono-exponential (GAME) model
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Junichi Tokuda, Robert V. Mulkern, Kemal Tuncali, Clare M. Tempany-Afdhal, Tobias Penzkofer, Ravi Teja Seethamraju, Fiona M. Fennessy, Jonathan Scalera, Mukund Balasubramanian, and Pelin Aksit Ciris
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medicine.medical_specialty ,Pathology ,Gaussian ,medicine.medical_treatment ,Urology ,Urinary incontinence ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,symbols.namesake ,Prostate cancer ,0302 clinical medicine ,Prostate ,medicine ,Radiology, Nuclear Medicine and imaging ,Spectroscopy ,business.industry ,medicine.disease ,Exponential function ,Radiation therapy ,medicine.anatomical_structure ,symbols ,Molecular Medicine ,Biomarker (medicine) ,medicine.symptom ,Akaike information criterion ,business ,030217 neurology & neurosurgery - Abstract
A biomarker of cancer aggressiveness, such as hypoxia, could substantially impact treatment decisions in the prostate, especially radiation therapy, by balancing treatment morbidity (urinary incontinence, erectile dysfunction, etc.) against mortality. R2 (*) mapping with Mono-Exponential (ME) decay modeling has shown potential for identifying areas of prostate cancer hypoxia at 1.5T. However, Gaussian deviations from ME decay have been observed in other tissues at 3T. The purpose of this study is to assess whether gradient-echo signal decays are better characterized by a standard ME decay model, or a Gaussian Augmentation of the Mono-Exponential (GAME) decay model, in the prostate at 3T. Multi-gradient-echo signals were acquired on 20 consecutive patients with a clinical suspicion of prostate cancer undergoing MR-guided prostate biopsies. Data were fitted with both ME and GAME models. The information contents of these models were compared using Akaike's information criterion (second order, AICC ), in skeletal muscle, the prostate central gland (CG), and peripheral zone (PZ) regions of interest (ROIs). The GAME model had higher information content in 30% of the prostate on average (across all patients and ROIs), covering up to 67% of cancerous PZ ROIs, and up to 100% of cancerous CG ROIs (in individual patients). The higher information content of GAME became more prominent in regions that would be assumed hypoxic using ME alone, reaching 50% of the PZ and 70% of the CG as ME R2 (*) approached 40 s(-1) . R2 (*) mapping may have important applications in MRI; however, information lost due to modeling could mask differences in parameters due to underlying tissue anatomy or physiology. The GAME model improves characterization of signal behavior in the prostate at 3T, and may increase the potential for determining correlates of fit parameters with biomarkers, for example of oxygenation status.
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- 2016
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12. Characterizing gradient echo signal decays in gynecologic cancers at 3T using a Gaussian augmentation of the monoexponential (GAME) model
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Pelin Aksit Ciris, Antonio L. Damato, Mukund Balasubramanian, Ravi Teja Seethamraju, Akila N. Viswanathan, Clare M. Tempany-Afdhal, and Robert V. Mulkern
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Pathology ,medicine.medical_specialty ,business.industry ,Gaussian ,External beam radiation ,Signal ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,symbols.namesake ,0302 clinical medicine ,Transverse relaxation ,030220 oncology & carcinogenesis ,medicine ,symbols ,Blood oxygenation ,Radiology, Nuclear Medicine and imaging ,business ,Algorithm ,Gradient echo - Abstract
Purpose To assess whether R2* mapping with a standard Mono-Exponential (ME) or a Gaussian Augmentation of the Mono-Exponential (GAME) decay model better characterizes gradient-echo signal decays in gynecological cancers after external beam radiation therapy at 3T, and evaluate implications of modeling for non-invasive identification of intra-tumoral hypoxia.
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- 2016
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13. In vivo measurements of irreversible and reversible transverse relaxation rates in human basal ganglia at 7 T: making inferences about the microscopic and mesoscopic structure of iron and calcification deposits
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Robert V. Mulkern, Jonathan R. Polimeni, and Mukund Balasubramanian
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Adult ,Male ,Iron ,Basal Ganglia ,Article ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,Young Adult ,0302 clinical medicine ,Nuclear magnetic resonance ,Calcification, Physiologic ,Basal ganglia ,medicine ,Humans ,Radiology, Nuclear Medicine and imaging ,Spectroscopy ,Aged ,Aged, 80 and over ,Mesoscopic physics ,Chemistry ,Putamen ,Middle Aged ,medicine.disease ,Magnetic Resonance Imaging ,nervous system diseases ,Globus pallidus ,nervous system ,Transverse relaxation ,Spin echo ,Molecular Medicine ,Relaxation (physics) ,Female ,030217 neurology & neurosurgery ,Calcification - Abstract
The goal of this study was to measure irreversible and reversible transverse relaxation rates in the globus pallidus and putamen at 7 T, and to use these rates to make inferences about the sub-voxel structure of iron and calcification deposits. Gradient Echo Sampling of a Spin Echo (GESSE) data were acquired at 7 T on eighteen volunteers spanning a large range of ages (23-85 years), with calcifications in the globus pallidus incidentally observed in one volunteer. Maps of transverse relaxation rates were derived from the GESSE data, and the mean value of these rates in globus pallidus and putamen was estimated for each volunteer. Both irreversible and reversible transverse relaxation rates increased with the expected age-dependent iron content in these structures, except for the individual with calcifications for whom extremely large reversible relaxation rates but normal irreversible relaxation rates were found in the globus pallidus. Given the sensitivity of irreversible and reversible transverse relaxation rates to microscopic and mesoscopic field variations, respectively, our findings suggest that joint consideration of these rates may yield information not only about the amount of iron and calcification deposited in the brain, but also about the sub-voxel structure of these deposits, perhaps revealing certain aspects of their geometry and cellular distribution.
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- 2018
14. Bone marrow segmentation based on a combined consideration of transverse relaxation processes and Dixon oscillations
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Robert V. Mulkern, Delma Y. Jarrett, and Mukund Balasubramanian
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Materials science ,medicine.diagnostic_test ,Image subtraction ,Magnetic resonance imaging ,Anatomy ,Signal ,Thresholding ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,0302 clinical medicine ,medicine.anatomical_structure ,Sampling (signal processing) ,medicine ,Spin echo ,Molecular Medicine ,Radiology, Nuclear Medicine and imaging ,Segmentation ,Bone marrow ,030217 neurology & neurosurgery ,Spectroscopy ,Biomedical engineering - Abstract
The aim of this study was to demonstrate that gradient-echo sampling of single spin echoes can be used to isolate the signal from trabecular bone marrow, with high-quality segmentation and surface reconstructions resulting from the application of simple post-processing strategies. Theoretical expressions of the time-domain single-spin-echo signal were used to simulate signals from bone marrow, non-bone fatty deposits and muscle. These simulations were compared with and used to interpret signals obtained by the application of the gradient-echo sampling of a spin-echo sequence to image the knee and surrounding tissues at 1.5 T. Trabecular bone marrow has a much higher reversible transverse relaxation rate than surrounding non-bone fatty deposits and other musculoskeletal tissues. This observation, combined with a choice of gradient-echo spacing that accentuates Dixon-type oscillations from chemical-shift interference effects, enabled the isolation of bone marrow signal from surrounding tissues through the use of simple image subtraction and thresholding. Three-dimensional renderings of the marrow surface were then readily generated with this approach - renderings that may prove useful for bone morphology assessment, e.g. for the measurement of femoral anteversion. In conclusion, understanding the behavior of signals from bone marrow and surrounding tissue as a function of time through a spin echo facilitates the segmentation and reconstruction of bone marrow surfaces using straightforward post-processing strategies that are typically available on modern radiology workstations.
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- 2016
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15. Fast myelin water fraction estimation using 2D multislice CPMG
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Robert V. Mulkern, Alireza Akhondi-Asl, Onur Afacan, Simon K. Warfield, and Mukund Balasubramanian
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Chemistry ,Projection (linear algebra) ,Imaging phantom ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,Myelin ,0302 clinical medicine ,Distribution (mathematics) ,medicine.anatomical_structure ,Nuclear magnetic resonance ,Bloch equations ,medicine ,Radiology, Nuclear Medicine and imaging ,Multislice ,Biological system ,030217 neurology & neurosurgery ,Diffusion MRI ,Parametric statistics - Abstract
Purpose T2 relaxometry based on multiexponential fitting to a single slice multiecho sequence has been the most common MRI technique for myelin water fraction mapping, where the short T2 is associated with myelin water. However, very long acquisition times and physically unrealistic models for T2 distribution are limitations of this approach. We present a novel framework for myelin imaging which substantially increases the imaging speed and myelin water fraction estimation accuracy. Method We used the 2D multislice Carr-Purcell-Meiboom-Gill sequence to increase the volume coverage. To compensate for nonideal slice profiles, we numerically solved the Bloch equations for a range of T2 and B1 inhomogeneity scales to construct the bases for the estimation of the T2 distribution. We used a finite mixture of continuous parametric distributions to describe the complete T2 spectrum and used the constrained variable projection optimization algorithm to estimate myelin water fraction. To validate our model, synthetic, phantom, and in vivo brain experiments were conducted. Results Using the Bloch equations, we can model the slice profile and construct the forward model of the T2 curve. Our method estimated myelin water fraction with smaller error than the nonnegative least squares algorithm. Conclusions The proposed framework can be used for reliable whole brain myelin imaging with a resolution of in . Magn Reson Med, 2015. © 2015 Wiley Periodicals, Inc.
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- 2015
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16. On the perils of multiexponential fitting of diffusion MR data
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Stephan E. Maier, Mukund Balasubramanian, and Robert V. Mulkern
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03 medical and health sciences ,0302 clinical medicine ,Materials science ,Thermodynamics ,Radiology, Nuclear Medicine and imaging ,Diffusion (business) ,030217 neurology & neurosurgery ,030218 nuclear medicine & medical imaging - Published
- 2016
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17. Magnetic resonance imaging of ionic currents in solution: The effect of magnetohydrodynamic flow
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Robert V. Mulkern, Padmavathi Sundaram, Mukund Balasubramanian, William M. Wells, and Darren B. Orbach
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Physics ,Nuclear magnetic resonance ,medicine.diagnostic_test ,Flow (mathematics) ,medicine ,Phase (waves) ,Radiology, Nuclear Medicine and imaging ,Magnetic resonance imaging ,Magnetohydrodynamic drive ,Magnetohydrodynamics ,Signal ,Imaging phantom ,Magnetic field - Abstract
Purpose Reliably detecting MRI signals in the brain that are more tightly coupled to neural activity than blood-oxygen-level-dependent fMRI signals could not only prove valuable for basic scientific research but could also enhance clinical applications such as epilepsy presurgical mapping. This endeavor will likely benefit from an improved understanding of the behavior of ionic currents, the mediators of neural activity, in the presence of the strong magnetic fields that are typical of modern-day MRI scanners. Theory Of the various mechanisms that have been proposed to explain the behavior of ionic volume currents in a magnetic field, only one—magnetohydrodynamic flow—predicts a slow evolution of signals, on the order of a minute for normal saline in a typical MRI scanner. Methods This prediction was tested by scanning a volume-current phantom containing normal saline with gradient-echo-planar imaging at 3 T. Results Greater signal changes were observed in the phase of the images than in the magnitude, with the changes evolving on the order of a minute. Conclusion These results provide experimental support for the MHD flow hypothesis. Furthermore, MHD-driven cerebrospinal fluid flow could provide a novel fMRI contrast mechanism. Magn Reson Med 74:1145–1155, 2015. © 2014 Wiley Periodicals, Inc.
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- 2014
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18. On the lorentzian versus Gaussian character of time-domain spin-echo signals from the brain as sampled by means of gradient-echoes: Implications for quantitative transverse relaxation studies
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Robert V. Mulkern, Dimitrios Mitsouras, and Mukund Balasubramanian
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Field (physics) ,Gaussian ,Cauchy distribution ,symbols.namesake ,Quality (physics) ,Nuclear magnetic resonance ,symbols ,Spin echo ,Relaxation (physics) ,Radiology, Nuclear Medicine and imaging ,Time domain ,Statistical physics ,Gaussian network model ,Mathematics - Abstract
Purpose To determine whether Lorentzian or Gaussian intra-voxel frequency distributions are better suited for modeling data acquired with gradient-echo sampling of single spin-echoes for the simultaneous characterization of irreversible and reversible relaxation rates. Clinical studies (e.g., of brain iron deposition) using such acquisition schemes have typically assumed Lorentzian distributions. Theory and Methods Theoretical expressions of the time-domain spin-echo signal for intra-voxel Lorentzian and Gaussian distributions were used to fit data from a human brain scanned at both 1.5 Tesla (T) and 3T, resulting in maps of irreversible and reversible relaxation rates for each model. The relative merits of the Lorentzian versus Gaussian model were compared by means of quality of fit considerations. Results Lorentzian fits were equivalent to Gaussian fits primarily in regions of the brain where irreversible relaxation dominated. In the multiple brain regions where reversible relaxation effects become prominent, however, Gaussian fits were clearly superior. Conclusion The widespread assumption that a Lorentzian distribution is suitable for quantitative transverse relaxation studies of the brain should be reconsidered, particularly at 3T and higher field strengths as reversible relaxation effects become more prominent. Gaussian distributions offer alternate fits of experimental data that should prove quite useful in general. Magn Reson Med 74:51–62, 2015. © 2014 Wiley Periodicals, Inc.
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- 2014
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19. Lung parenchymal signal intensity in MRI: A technical review with educational aspirations regarding reversible versus irreversible transverse relaxation effects in common pulse sequences
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Hiroto Hatabu, Robert V. Mulkern, Edward Y. Lee, Hatsuho Mamata, Mukund Balasubramanian, Steven Haker, Koichi Oshio, and Dimitrios Mitsouras
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Physics ,medicine.diagnostic_test ,Proton ,Field (physics) ,Pulse (signal processing) ,Physics::Medical Physics ,Magnetic resonance imaging ,Torso ,Signal ,Exponential function ,medicine.anatomical_structure ,Nuclear magnetic resonance ,medicine ,Spin echo ,Spectroscopy - Abstract
Lung parenchyma is challenging to image with proton MRI. The large air space results in ~l/5th as many signal-generating protons compared to other organs. Air/tissue magnetic susceptibility differences lead to strong magnetic field gradients throughout the lungs and to broad frequency distributions, much broader than within other organs. Such distributions have been the subject of experimental and theoretical analyses which may reveal aspects of lung microarchitecture useful for diagnosis. Their most immediate relevance to current imaging practice is to cause rapid signal decays, commonly discussed in terms of short T2* values of 1 ms or lower at typical imaging field strengths. Herein we provide a brief review of previous studies describing and interpreting proton lung spectra. We then link these broad frequency distributions to rapid signal decays, though not necessarily the exponential decays generally used to define T2* values. We examine how these decays influence observed signal intensities and spatial mapping features associated with the most prominent torso imaging sequences, including spoiled gradient and spin echo sequences. Effects of imperfect refocusing pulses on the multiple echo signal decays in single shot fast spin echo (SSFSE) sequences and effects of broad frequency distributions on balanced steady state free precession (bSSFP) sequence signal intensities are also provided. The theoretical analyses are based on the concept of explicitly separating the effects of reversible and irreversible transverse relaxation processes, thus providing a somewhat novel and more general framework from which to estimate lung signal intensity behavior in modern imaging practice.
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- 2014
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20. Incorporating reversible and irreversible transverse relaxation effects into Steady State Free Precession (SSFP) signal intensity expressions for fMRI considerations
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Darren B. Orbach, Robert V. Mulkern, Steven Haker, Mukund Balasubramanian, and Dimitrios Mitsouras
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Male ,Frequency response ,Movement ,Biomedical Engineering ,Biophysics ,computer.software_genre ,Sensitivity and Specificity ,Nuclear magnetic resonance ,Voxel ,Distortion free ,Image Interpretation, Computer-Assisted ,Humans ,Radiology, Nuclear Medicine and imaging ,Steady state free precession ,Brain Mapping ,Echo-Planar Imaging ,Chemistry ,Motor Cortex ,Reproducibility of Results ,Steady-state free precession imaging ,Middle Aged ,Evoked Potentials, Motor ,Image Enhancement ,Transverse relaxation ,sense organs ,Signal intensity ,Series expansion ,computer ,Algorithms - Abstract
Among the multiple sequences available for functional magnetic resonance imaging (fMRI), the Steady State Free Precession (SSFP) sequence offers the highest signal-to-noise ratio (SNR) per unit time as well as distortion free images not feasible with the more commonly employed single-shot echo planar imaging (EPI) approaches. Signal changes occurring with activation in SSFP sequences reflect underlying changes in both irreversible and reversible transverse relaxation processes. The latter are characterized by changes in the central frequencies and widths of the inherent frequency distribution present within a voxel. In this work, the well-known frequency response of the SSFP signal intensity is generalized to include the widths and central frequencies of some common frequency distributions on SSFP signal intensities. The approach, using a previously unnoted series expansion, allows for a separation of reversible from irreversible transverse relaxation effects on SSFP signal intensity changes. The formalism described here should prove useful for identifying and modeling mechanisms associated with SSFP signal changes accompanying neural activation.
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- 2013
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21. Characterization of gradient echo signal decays in healthy and cancerous prostate at 3T improves with a Gaussian augmentation of the mono-exponential (GAME) model
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Pelin Aksit, Ciris, Mukund, Balasubramanian, Ravi T, Seethamraju, Junichi, Tokuda, Jonathan, Scalera, Tobias, Penzkofer, Fiona M, Fennessy, Clare M, Tempany-Afdhal, Kemal, Tuncali, and Robert V, Mulkern
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Male ,Models, Statistical ,Normal Distribution ,Prostatic Neoplasms ,Reproducibility of Results ,Signal Processing, Computer-Assisted ,Image Enhancement ,Sensitivity and Specificity ,Article ,Pattern Recognition, Automated ,Data Interpretation, Statistical ,Image Interpretation, Computer-Assisted ,Humans ,Computer Simulation ,Algorithms ,Aged - Abstract
A biomarker of cancer aggressiveness, such as hypoxia, could substantially impact treatment decisions in the prostate, especially radiation therapy, by balancing treatment morbidity (urinary incontinence, erectile dysfunction, etc.) against mortality. R2 (*) mapping with Mono-Exponential (ME) decay modeling has shown potential for identifying areas of prostate cancer hypoxia at 1.5T. However, Gaussian deviations from ME decay have been observed in other tissues at 3T. The purpose of this study is to assess whether gradient-echo signal decays are better characterized by a standard ME decay model, or a Gaussian Augmentation of the Mono-Exponential (GAME) decay model, in the prostate at 3T. Multi-gradient-echo signals were acquired on 20 consecutive patients with a clinical suspicion of prostate cancer undergoing MR-guided prostate biopsies. Data were fitted with both ME and GAME models. The information contents of these models were compared using Akaike's information criterion (second order, AICC ), in skeletal muscle, the prostate central gland (CG), and peripheral zone (PZ) regions of interest (ROIs). The GAME model had higher information content in 30% of the prostate on average (across all patients and ROIs), covering up to 67% of cancerous PZ ROIs, and up to 100% of cancerous CG ROIs (in individual patients). The higher information content of GAME became more prominent in regions that would be assumed hypoxic using ME alone, reaching 50% of the PZ and 70% of the CG as ME R2 (*) approached 40 s(-1) . R2 (*) mapping may have important applications in MRI; however, information lost due to modeling could mask differences in parameters due to underlying tissue anatomy or physiology. The GAME model improves characterization of signal behavior in the prostate at 3T, and may increase the potential for determining correlates of fit parameters with biomarkers, for example of oxygenation status.
- Published
- 2015
22. Fast myelin water fraction estimation using 2D multislice CPMG
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Alireza, Akhondi-Asl, Onur, Afacan, Mukund, Balasubramanian, Robert V, Mulkern, and Simon K, Warfield
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Adult ,Male ,Young Adult ,Diffusion Tensor Imaging ,Body Water ,Image Interpretation, Computer-Assisted ,Humans ,Reproducibility of Results ,Female ,Sensitivity and Specificity ,Algorithms ,Myelin Sheath ,Article - Abstract
T2 relaxometry based on multiexponential fitting to a single slice multiecho sequence has been the most common MRI technique for myelin water fraction mapping, where the short T2 is associated with myelin water. However, very long acquisition times and physically unrealistic models for T2 distribution are limitations of this approach. We present a novel framework for myelin imaging which substantially increases the imaging speed and myelin water fraction estimation accuracy.We used the 2D multislice Carr-Purcell-Meiboom-Gill sequence to increase the volume coverage. To compensate for nonideal slice profiles, we numerically solved the Bloch equations for a range of T2 and B1 inhomogeneity scales to construct the bases for the estimation of the T2 distribution. We used a finite mixture of continuous parametric distributions to describe the complete T2 spectrum and used the constrained variable projection optimization algorithm to estimate myelin water fraction. To validate our model, synthetic, phantom, and in vivo brain experiments were conducted.Using the Bloch equations, we can model the slice profile and construct the forward model of the T2 curve. Our method estimated myelin water fraction with smaller error than the nonnegative least squares algorithm.The proposed framework can be used for reliable whole brain myelin imaging with a resolution of 2×2×4 mm3 in ≈17 min. Magn Reson Med 76:1301-1313, 2016. © 2015 Wiley Periodicals, Inc.
- Published
- 2015
23. Multi-area visuotopic map complexes in macaque striate and extra-striate cortex
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Mukund Balasubramanian, Eric L. Schwartz, and Jonathan R. Polimeni
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Visual Psychophysics ,Computer science ,Models, Neurological ,Brain mapping ,Macaque ,Article ,Visual processing ,Neuroimaging ,biology.animal ,Cortical magnification ,medicine ,Animals ,Visual Cortex ,Retinotopic ,Brain Mapping ,biology ,business.industry ,Pattern recognition ,Topographic map complex ,Magnetic Resonance Imaging ,Topographic modeling ,Sensory Systems ,Quasiconformal mapping ,Data set ,Macaca fascicularis ,Ophthalmology ,Visual cortex ,medicine.anatomical_structure ,Artificial intelligence ,Visual Fields ,business ,Neuroscience - Abstract
We propose that a simple, closed-form mathematical expression—the Wedge–Dipole mapping—provides a concise approximation to the full-field, two-dimensional topographic structure of macaque V1, V2, and V3. A single map function, which we term a map complex, acts as a simultaneous descriptor of all three areas. Quantitative estimation of the Wedge–Dipole parameters is provided via 2DG data of central-field V1 topography and a publicly available data set of full-field macaque V1 and V2 topography. Good quantitative agreement is obtained between the data and the model presented here. The increasing importance of fMRI-based brain imaging motivates the development of more sophisticated two-dimensional models of cortical visuotopy, in contrast to the one-dimensional approximations that have been in common use. One reason is that topography has traditionally supplied an important aspect of “ground truth,” or validation, for brain imaging, suggesting that further development of high-resolution fMRI will be facilitated by this data analysis. In addition, several important insights into the nature of cortical topography follow from this work. The presence of anisotropy in cortical magnification factor is shown to follow mathematically from the shared boundary conditions at the V1–V2 and V2–V3 borders, and therefore may not causally follow from the existence of columnar systems in these areas, as is widely assumed. An application of the Wedge–Dipole model to localizing aspects of visual processing to specific cortical areas—extending previous work in correlating V1 cortical magnification factor to retinal anatomy or visual psychophysics data—is briefly discussed.
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- 2006
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24. EP 32. Automated high resolution fMRI mapping of the cortical sensory fingertip somatotopy in group examinations
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Jörg P. Pfannmöller, Mukund Balasubramanian, M. Greiner, and Martin Lotze
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Normalization (statistics) ,Accuracy and precision ,medicine.diagnostic_test ,business.industry ,Computer science ,Pattern recognition ,Middle finger ,Sensory Systems ,Distance measures ,Block design ,medicine.anatomical_structure ,Neurology ,Physiology (medical) ,medicine ,Data analysis ,Neurology (clinical) ,Artificial intelligence ,business ,Functional magnetic resonance imaging ,Dijkstra's algorithm - Abstract
Objective The increasing spatial precision in functional brain mapping is a methodological key issue driving the progress in brain research. Mapping of previously invisible fine scale details permits the discovery of unknown functional brain properties. Currently, the available resolution of fMRI examinations is increasing rapidly. However, data analysis techniques lag behind this development, and achieve an effective resolution which is smaller as the maximum possible spatial precision. We present a data analysis technique with maximum spatial precision in group analyses of high resolution functional magnetic resonance imaging (fMRI) data. Methods The contralateral fingertip representations of thumb, index and middle finger were investigated in a group of 18 participants, for right and left hand. A block design was applied (absolute duration of 200 s) including long counting pulses as a temporal identification task for attention monitoring ( Fig. 1 ). Imaging was carried out with a 3 Tesla MRI-scanner (Verio, Siemens, Germany). FreeSurfer recommendations for the anatomy scans were followed (standard MPRAGE sequence). A standard gradient-echo EPI sequence was used for fMRI (resolution 1.5 × 1.5 × 2 mm 3 , 17 slices, field of view = 191 × 179 mm 2 , TE/TR = 3.6 ms/21 ms). Data analysis was performed with an automated protocol ( Pfannmoller et al., 2015 ), including vessel artefact removal. Cortical positions of the fingertips were computed on individual and MNI brains, using volume-based linear or surface-based non-linear normalization. An assessment of cortical distance measures, for mapping of functional properties, was carried out including straight-line distances, using the 3-D Euclidean measure, and shortest connections within the cortical surface, either with the Dijkstra or LOS-Floyd algorithms. Results In BA3b a distinct somatotopy was found for both hands. The maximum spatial fingertip spread in BA3b after linear normalization was at least two times larger than for the non-linear normalization. All properties of the BA3b fingertip somatotopy were left-right symmetric. Since the representation in BA1 did not exhibit any of those features it was neglected. The LOS-Floyd algorithm achieved an error free result for the distances within measurement accuracy. In contrast, Euclidean distances did not account for the relevant cortical properties. Dijkstra distances were sufficiently precise in the individual brains, but excessively overestimated the left-hand distances after non-linear normalization. Discussion & conclusion Since the representations in BA1 and BA3b are entirely different, the cytoarchitectonic divisions need to be accounted for. The convergence of the BA3b fingertip positions after non-linear normalization implies a removal of the anatomical variability, leaving exclusively functional variability. In the distance mapping, application of the LOS-Floyd algorithm was mandatory in the group template. The Dijkstra algorithm represents a fast alternative for distance mapping in individual brains, while the precision of Euclidean distances did not suffice for our purposes. In conclusion, our methodology improves the spatial precision of somatotopic mapping at 3 T. At larger field strengths improvements to even higher resolutions are anticipated.
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- 2016
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25. Lung Parenchymal Signal Intensity in MRI: A Technical Review with Educational Aspirations Regarding Reversible Versus Irreversible Transverse Relaxation Effects in Common Pulse Sequences
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Robert, Mulkern, Steven, Haker, Hatsuho, Mamata, Edward, Lee, Dimitrios, Mitsouras, Koichi, Oshio, Mukund, Balasubramanian, and Hiroto, Hatabu
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Physics::Medical Physics ,Article - Abstract
Lung parenchyma is challenging to image with proton MRI. The large air space results in ~l/5th as many signal-generating protons compared to other organs. Air/tissue magnetic susceptibility differences lead to strong magnetic field gradients throughout the lungs and to broad frequency distributions, much broader than within other organs. Such distributions have been the subject of experimental and theoretical analyses which may reveal aspects of lung microarchitecture useful for diagnosis. Their most immediate relevance to current imaging practice is to cause rapid signal decays, commonly discussed in terms of short T2* values of 1 ms or lower at typical imaging field strengths. Herein we provide a brief review of previous studies describing and interpreting proton lung spectra. We then link these broad frequency distributions to rapid signal decays, though not necessarily the exponential decays generally used to define T2* values. We examine how these decays influence observed signal intensities and spatial mapping features associated with the most prominent torso imaging sequences, including spoiled gradient and spin echo sequences. Effects of imperfect refocusing pulses on the multiple echo signal decays in single shot fast spin echo (SSFSE) sequences and effects of broad frequency distributions on balanced steady state free precession (bSSFP) sequence signal intensities are also provided. The theoretical analyses are based on the concept of explicitly separating the effects of reversible and irreversible transverse relaxation processes, thus providing a somewhat novel and more general framework from which to estimate lung signal intensity behavior in modern imaging practice.
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- 2014
26. Near-isometric flattening of brain surfaces
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Jonathan R. Polimeni, Mukund Balasubramanian, and Eric L. Schwartz
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Surface (mathematics) ,Cognitive Neuroscience ,Image processing ,Macaque ,Brain mapping ,Flattening ,Article ,Consistency (statistics) ,biology.animal ,medicine ,Image Processing, Computer-Assisted ,Animals ,Humans ,Computer vision ,Set (psychology) ,Mathematics ,Brain Mapping ,biology ,business.industry ,Brain ,Pattern recognition ,Visual cortex ,medicine.anatomical_structure ,Neurology ,Macaca ,Artificial intelligence ,business ,Algorithms - Abstract
Flattened representations of brain surfaces are often used to visualize and analyze spatial patterns of structural organization and functional activity. Here, we present a set of rigorous criteria and accompanying test cases with which to evaluate flattening algorithms that attempt to preserve shortest-path distances on the original surface. We also introduce a novel flattening algorithm that is the first to satisfy all of these criteria and demonstrate its ability to produce accurate flat maps of human and macaque visual cortex. Using this algorithm, we have recently obtained results showing a remarkable, unexpected degree of consistency in the shape and topographic structure of visual cortical areas within humans and macaques, as well as between these two species.
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- 2009
27. Exact geodesics and shortest paths on polyhedral surfaces
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Eric L. Schwartz, Jonathan R. Polimeni, and Mukund Balasubramanian
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Surface (mathematics) ,Geodesic ,Applied Mathematics ,Regular polygon ,Reproducibility of Results ,Computational geometry ,Topology ,Image Enhancement ,Sensitivity and Specificity ,Flattening ,Pattern Recognition, Automated ,Polyhedron ,Imaging, Three-Dimensional ,Computational Theory and Mathematics ,Differential geometry ,Artificial Intelligence ,Shortest path problem ,Image Interpretation, Computer-Assisted ,Computer Vision and Pattern Recognition ,Software ,Algorithms ,ComputingMethodologies_COMPUTERGRAPHICS ,Mathematics - Abstract
We present two algorithms for computing distances along convex and non-convex polyhedral surfaces. The first algorithm computes exact minimal-geodesic distances and the second algorithm combines these distances to compute exact shortest-path distances along the surface. Both algorithms have been extended to compute the exact minimal-geodesic paths and shortest paths. These algorithms have been implemented and validated on surfaces for which the correct solutions are known, in order to verify the accuracy and to measure the run-time performance, which is cubic or less for each algorithm. The exact-distance computations carried out by these algorithms are feasible for large-scale surfaces containing tens of thousands of vertices, and are a necessary component of near-isometric surface flattening methods that accurately transform curved manifolds into flat representations.
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- 2009
28. The Intrinsic Shape of Human and Macaque Primary Visual Cortex
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Mukund Balasubramanian, Eric L. Schwartz, H. Diana Rosas, Bruce Fischl, Jonathan R. Polimeni, Graham Wiggins, Lawrence L. Wald, Oliver Hinds, Jean C. Augustinack, and Niranjini Rajendran
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Similarity (geometry) ,Cognitive Neuroscience ,Models, Neurological ,Macaque ,Flattening ,Cellular and Molecular Neuroscience ,Imaging, Three-Dimensional ,Species Specificity ,Distortion ,biology.animal ,Cortex (anatomy) ,medicine ,Animals ,Humans ,Cortical surface ,Probability ,Visual Cortex ,Brain Diseases ,biology ,Articles ,Magnetic Resonance Imaging ,medicine.anatomical_structure ,Visual cortex ,Metric (mathematics) ,Macaca ,Neuroscience - Abstract
Previous studies have reported considerable variability in primary visual cortex (V1) shape in both humans and macaques. Here, we demonstrate that much of this variability is due to the pattern of cortical folds particular to an individual and that V1 shape is similar among individual humans and macaques as well as between these 2 species. Human V1 was imaged ex vivo using high-resolution (200 microm) magnetic resonance imaging at 7 T. Macaque V1 was identified in published histological serial section data. Manual tracings of the stria of Gennari were used to construct a V1 surface, which was computationally flattened with minimal metric distortion of the cortical surface. Accurate flattening allowed investigation of intrinsic geometric features of cortex, which are largely independent of the highly variable cortical folds. The intrinsic shape of V1 was found to be similar across human subjects using both nonparametric boundary matching and a simple elliptical shape model fit to the data and is very close to that of the macaque monkey. This result agrees with predictions derived from current models of V1 topography. In addition, V1 shape similarity suggests that similar developmental mechanisms are responsible for establishing V1 shape in these 2 species.
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- 2008
29. The isomap algorithm and topological stability
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Eric L. Schwartz and Mukund Balasubramanian
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Discrete mathematics ,Set (abstract data type) ,Multidisciplinary ,Data point ,Computer science ,Stability (learning theory) ,Embedding ,Isomap algorithm ,Isomap ,Algorithms ,Mathematics - Abstract
Tenenbaum et al . ([1][1]) presented an algorithm, Isomap, for computing a quasi-isometric, low-dimensional embedding of a set of high-dimensional data points. Two issues need to be raised concerning this work. First, the basic approach presented by Tenenbaum et al . is not new, having been
- Published
- 2002
30. Two-dimensional mathematical structure of the human visuotopic map complex in V1, V2, and V3 measured via fMRI at 3 and 7 Tesla
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Lawrence L. Wald, Anders M. Dale, Bruce Fischl, Eric L. Schwartz, Andre van der Kouwe, Mukund Balasubramanian, Oliver Hinds, and Jonathan R. Polimeni
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Computational neuroscience ,Artificial neural network ,business.industry ,Computer science ,Pattern recognition ,Field strength ,Sensory Systems ,Visual field ,Ophthalmology ,Cortical map ,Nuclear magnetic resonance ,Map ,Cortical magnification ,Fixation (visual) ,Artificial intelligence ,business - Abstract
We describe an improved methodology for recording human visual topography in striate and extra-striate cortex via fMRI at 3 T and 7 T field strengths, as well as the first fit of a two-dimensional map function which jointly models the visuotopic structure within cortical areas V1, V2, and V3 to fMRI visual topography data. We discuss five methodological improvements for fMRI visual topography studies. (1) We constructed a custom multi-channel surface coil covering occipital cortex for an improvement in signal-to-noise ratio relative to standard head coil systems. (2) Real-time feedback to subjects, based on psychometrically established eye fixation performance for individual subjects, motivated subjects to maintain fixation. This enabled us to verify accurate long-term fixation and to discard trials where performance was poor. (3) We developed a phase encoding stimulus paradigm where the standard M-factor scaling of a black-and-white checkerboard pattern is replaced with a dynamic spatial noise pattern, in which the correlation length of the noise is matched to cortical magnification factor and thus scales with distance from the center of the visual field. (4) Least-squares optimal quasiisometric brain flattening was used to obtain flat representations of the two-dimensional cortical surface without relaxation cuts through V1 or any other retinotopic area. (5) Finally, we fit a recently developed model of the structure of V1, V2, and V3 visual topography (Balasubramanian et al., Neural Networks, 15:1157–1163, 2002) to our data. This mathematical model allows for shear (i.e., anisotropy) in the cortical map and uses a small number of parameters (two global parameters and one additional parameter each for V1, V2, and V3 shear). Results of this new methodology and data analysis are presented on five human subjects, four collected at 3 T field strength and one collected at 7 T field strength. Presented at Vision Sciences Society 2005 Annual Meeting. Abstract number 901. Support Contributed By: NIH/NIBIB EB001550 Contact info: Jonathan Polimeni, Computer Vision and Computational Neuroscience Lab, 677 Beacon St., Boston, MA, 02215. URL: http://eslab.bu.edu, Email: jonnyreb@cns.bu.edu
- Published
- 2005
- Full Text
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